Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	3377
Missing cells	7026
Missing cells (%)	8.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	629.7 B

Variable types

Text	4
Categorical	10
Numeric	10

Alerts

`area` is highly overall correlated with `bathroom` and 5 other fields	High correlation
`bathroom` is highly overall correlated with `area` and 4 other fields	High correlation
`bedRoom` is highly overall correlated with `area` and 5 other fields	High correlation
`built_up_area` is highly overall correlated with `area` and 3 other fields	High correlation
`carpet_area` is highly overall correlated with `area` and 5 other fields	High correlation
`floorNum` is highly overall correlated with `property_type`	High correlation
`price` is highly overall correlated with `area` and 7 other fields	High correlation
`price_per_sqft` is highly overall correlated with `price`	High correlation
`property_type` is highly overall correlated with `bedRoom` and 3 other fields	High correlation
`servant room` is highly overall correlated with `super_built_up_area`	High correlation
`super_built_up_area` is highly overall correlated with `area` and 7 other fields	High correlation
`store room` is highly imbalanced (53.3%)	Imbalance
`facing` has 918 (27.2%) missing values	Missing
`property_id` has 918 (27.2%) missing values	Missing
`super_built_up_area` has 1673 (49.5%) missing values	Missing
`built_up_area` has 1712 (50.7%) missing values	Missing
`carpet_area` has 1732 (51.3%) missing values	Missing
`area` is highly skewed (γ1 = 30.28779746)	Skewed
`carpet_area` is highly skewed (γ1 = 22.88577403)	Skewed
`floorNum` has 114 (3.4%) zeros	Zeros
`luxury_score` has 457 (13.5%) zeros	Zeros

Reproduction

Analysis started	2024-09-17 12:58:12.675309
Analysis finished	2024-09-17 12:58:44.847936
Duration	32.17 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

society
Text

Distinct	591
Distinct (%)	17.5%
Missing	1
Missing (%)	< 0.1%
Memory size	242.7 KiB

Length

Max length	49
Median length	38
Mean length	16.589159
Min length	2

Characters and Unicode

Total characters	56005
Distinct characters	40
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	258 ?
Unique (%)	7.6%

Sample

1st row	emaar palm gardens
2nd row	eros wembley estate
3rd row	ss the leaf
4th row	international city by sobha phase 2
5th row	ss the coralwood

Value	Count	Frequency (%)
independent	539	6.2%
the	313	3.6%
dlf	192	2.2%
city	162	1.9%
emaar	155	1.8%
m3m	152	1.8%
park	130	1.5%
heights	123	1.4%
signature	118	1.4%
global	107	1.2%
Other values (715)	6676	77.0%

Most occurring characters

Value	Count	Frequency (%)
e	6137	11.0%
	5292	9.4%
a	5252	9.4%
n	4038	7.2%
r	3679	6.6%
i	3611	6.4%
t	3428	6.1%
s	3054	5.5%
l	2483	4.4%
d	2430	4.3%
Other values (30)	16601	29.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	50181	89.6%
Space Separator	5292	9.4%
Decimal Number	514	0.9%
Dash Punctuation	11	< 0.1%
Other Punctuation	7	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6137	12.2%
a	5252	10.5%
n	4038	8.0%
r	3679	7.3%
i	3611	7.2%
t	3428	6.8%
s	3054	6.1%
l	2483	4.9%
d	2430	4.8%
o	2429	4.8%
Other values (16)	13640	27.2%

Decimal Number

Value	Count	Frequency (%)
3	200	38.9%
2	80	15.6%
1	74	14.4%
6	54	10.5%
8	31	6.0%
4	19	3.7%
5	17	3.3%
0	14	2.7%
9	13	2.5%
7	12	2.3%

Other Punctuation

Value	Count	Frequency (%)
,	5	71.4%
/	2	28.6%

Space Separator

Value	Count	Frequency (%)
	5292	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	50181	89.6%
Common	5824	10.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6137	12.2%
a	5252	10.5%
n	4038	8.0%
r	3679	7.3%
i	3611	7.2%
t	3428	6.8%
s	3054	6.1%
l	2483	4.9%
d	2430	4.8%
o	2429	4.8%
Other values (16)	13640	27.2%

Common

Value	Count	Frequency (%)
	5292	90.9%
3	200	3.4%
2	80	1.4%
1	74	1.3%
6	54	0.9%
8	31	0.5%
4	19	0.3%
5	17	0.3%
0	14	0.2%
9	13	0.2%
Other values (4)	30	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	56005	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6137	11.0%
	5292	9.4%
a	5252	9.4%
n	4038	7.2%
r	3679	6.6%
i	3611	6.4%
t	3428	6.1%
s	3054	5.5%
l	2483	4.4%
d	2430	4.3%
Other values (30)	16601	29.6%

property_type
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	202.1 KiB

flat	2459
house	918

Length

Max length	5
Median length	4
Mean length	4.2718389
Min length	4

Characters and Unicode

Total characters	14426
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	flat
2nd row	flat
3rd row	flat
4th row	house
5th row	flat

Common Values

Value	Count	Frequency (%)
flat	2459	72.8%
house	918	27.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
flat	2459	72.8%
house	918	27.2%

Most occurring characters

Value	Count	Frequency (%)
f	2459	17.0%
l	2459	17.0%
a	2459	17.0%
t	2459	17.0%
h	918	6.4%
o	918	6.4%
u	918	6.4%
s	918	6.4%
e	918	6.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	14426	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	2459	17.0%
l	2459	17.0%
a	2459	17.0%
t	2459	17.0%
h	918	6.4%
o	918	6.4%
u	918	6.4%
s	918	6.4%
e	918	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14426	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	2459	17.0%
l	2459	17.0%
a	2459	17.0%
t	2459	17.0%
h	918	6.4%
o	918	6.4%
u	918	6.4%
s	918	6.4%
e	918	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2459	17.0%
l	2459	17.0%
a	2459	17.0%
t	2459	17.0%
h	918	6.4%
o	918	6.4%
u	918	6.4%
s	918	6.4%
e	918	6.4%

price
Real number (ℝ)

HIGH CORRELATION

Distinct	467
Distinct (%)	13.9%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.6345089

Minimum	0.07
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.41
Q1	0.99
median	1.6
Q3	2.8625
95-th percentile	9
Maximum	31.5
Range	31.43
Interquartile range (IQR)	1.8725

Descriptive statistics

Standard deviation	3.0673945
Coefficient of variation (CV)	1.1643136
Kurtosis	14.078755
Mean	2.6345089
Median Absolute Deviation (MAD)	0.75
Skewness	3.2084737
Sum	8851.95
Variance	9.4089089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.25	79	2.3%
1.1	62	1.8%
1.2	57	1.7%
1.5	57	1.7%
0.9	57	1.7%
1.4	56	1.7%
1.3	51	1.5%
2	50	1.5%
1.75	46	1.4%
1.6	45	1.3%
Other values (457)	2800	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	4	0.1%
0.21	3	0.1%
0.22	4	0.1%
0.23	1	< 0.1%
0.24	3	0.1%
0.25	5	0.1%

Value	Count	Frequency (%)
31.5	1	< 0.1%
27.5	1	< 0.1%
26	2	0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	3	0.1%
19.5	2	0.1%
19	3	0.1%

price_per_sqft
Real number (ℝ)

HIGH CORRELATION

Distinct	2455
Distinct (%)	73.1%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	14568.471

Minimum	5
Maximum	600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	5
5-th percentile	4854
Q1	7004.75
median	9166
Q3	14170.25
95-th percentile	34853.7
Maximum	600000
Range	599995
Interquartile range (IQR)	7165.5

Descriptive statistics

Standard deviation	24477.881
Coefficient of variation (CV)	1.6801957
Kurtosis	163.58021
Mean	14568.471
Median Absolute Deviation (MAD)	2797
Skewness	10.655408
Sum	48950062
Variance	5.9916668 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	26	0.8%
8000	20	0.6%
5000	16	0.5%
11111	14	0.4%
8333	13	0.4%
22222	13	0.4%
6666	12	0.4%
33333	11	0.3%
7500	11	0.3%
6000	11	0.3%
Other values (2445)	3213	95.1%
(Missing)	17	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
53	1	< 0.1%
58	2	0.1%
60	1	< 0.1%
61	1	< 0.1%
79	1	< 0.1%
151	1	< 0.1%
232	1	< 0.1%

Value	Count	Frequency (%)
600000	1	< 0.1%
400000	1	< 0.1%
315789	1	< 0.1%
308333	1	< 0.1%
290948	1	< 0.1%
283333	1	< 0.1%
266666	1	< 0.1%
261194	1	< 0.1%
245398	1	< 0.1%
241666	1	< 0.1%

areaWithType
Text

Distinct	2192
Distinct (%)	64.9%
Missing	0
Missing (%)	0.0%
Memory size	368.2 KiB

Length

Max length	124
Median length	119
Mean length	54.642582
Min length	12

Characters and Unicode

Total characters	184528
Distinct characters	35
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1743 ?
Unique (%)	51.6%

Sample

1st row	Super Built up area 1900(176.52 sq.m.)Built Up area: 1600 sq.ft. (148.64 sq.m.)Carpet area: 1240 sq.ft. (115.2 sq.m.)
2nd row	Super Built up area 1376(127.83 sq.m.)
3rd row	Super Built up area 2812(261.24 sq.m.)Built Up area: 2600 sq.ft. (241.55 sq.m.)Carpet area: 2400 sq.ft. (222.97 sq.m.)
4th row	Plot area 692(578.6 sq.m.)
5th row	Super Built up area 1750(162.58 sq.m.)

Value	Count	Frequency (%)
area	5161	18.6%
sq.m	3360	12.1%
up	2788	10.0%
built	2116	7.6%
super	1704	6.1%
sq.ft	1628	5.9%
sq.m.)carpet	1108	4.0%
plot	728	2.6%
sq.m.)built	670	2.4%
carpet	534	1.9%
Other values (2655)	8024	28.8%

Most occurring characters

Value	Count	Frequency (%)
	24444	13.2%
.	18915	10.3%
a	12117	6.6%
r	8660	4.7%
1	8632	4.7%
e	8510	4.6%
s	7068	3.8%
q	6918	3.7%
t	6789	3.7%
0	6243	3.4%
Other values (25)	76232	41.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	76495	41.5%
Decimal Number	43728	23.7%
Space Separator	24444	13.2%
Other Punctuation	21644	11.7%
Uppercase Letter	7949	4.3%
Close Punctuation	5134	2.8%
Open Punctuation	5134	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	12117	15.8%
r	8660	11.3%
e	8510	11.1%
s	7068	9.2%
q	6918	9.0%
t	6789	8.9%
u	6196	8.1%
p	6137	8.0%
m	5140	6.7%
l	3516	4.6%
Other values (5)	5444	7.1%

Decimal Number

Value	Count	Frequency (%)
1	8632	19.7%
0	6243	14.3%
2	5338	12.2%
5	4315	9.9%
3	3666	8.4%
4	3393	7.8%
6	3379	7.7%
8	2938	6.7%
7	2931	6.7%
9	2893	6.6%

Uppercase Letter

Value	Count	Frequency (%)
B	2788	35.1%
S	1704	21.4%
C	1645	20.7%
U	1084	13.6%
P	728	9.2%

Other Punctuation

Value	Count	Frequency (%)
.	18915	87.4%
:	2729	12.6%

Space Separator

Value	Count	Frequency (%)
	24444	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5134	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5134	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	100084	54.2%
Latin	84444	45.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	12117	14.3%
r	8660	10.3%
e	8510	10.1%
s	7068	8.4%
q	6918	8.2%
t	6789	8.0%
u	6196	7.3%
p	6137	7.3%
m	5140	6.1%
l	3516	4.2%
Other values (10)	13393	15.9%

Common

Value	Count	Frequency (%)
	24444	24.4%
.	18915	18.9%
1	8632	8.6%
0	6243	6.2%
2	5338	5.3%
)	5134	5.1%
(	5134	5.1%
5	4315	4.3%
3	3666	3.7%
4	3393	3.4%
Other values (5)	14870	14.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	184528	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	24444	13.2%
.	18915	10.3%
a	12117	6.6%
r	8660	4.7%
1	8632	4.7%
e	8510	4.6%
s	7068	3.8%
q	6918	3.7%
t	6789	3.7%
0	6243	3.4%
Other values (25)	76232	41.3%

area
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1233
Distinct (%)	36.7%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2757.4863

Minimum	45
Maximum	642857
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	45
5-th percentile	515.9
Q1	1266.75
median	1757
Q3	2343.25
95-th percentile	4337
Maximum	642857
Range	642812
Interquartile range (IQR)	1076.5

Descriptive statistics

Standard deviation	18924.998
Coefficient of variation (CV)	6.8631339
Kurtosis	965.13016
Mean	2757.4863
Median Absolute Deviation (MAD)	527
Skewness	30.287797
Sum	9265154
Variance	3.5815554 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1650	52	1.5%
1800	47	1.4%
1350	45	1.3%
3240	45	1.3%
1950	43	1.3%
900	41	1.2%
2700	40	1.2%
2000	34	1.0%
2250	24	0.7%
2150	22	0.7%
Other values (1223)	2967	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	< 0.1%
50	5	0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	2	0.1%
61	1	< 0.1%
67	2	0.1%
70	1	< 0.1%
72	1	< 0.1%

Value	Count	Frequency (%)
642857	1	< 0.1%
620000	1	< 0.1%
566667	1	< 0.1%
215517	1	< 0.1%
98978	1	< 0.1%
82781	1	< 0.1%
65517	2	0.1%
65261	1	< 0.1%
58228	1	< 0.1%
55000	1	< 0.1%

bedRoom
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4791235

Minimum	1
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	36
Range	35
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1035669
Coefficient of variation (CV)	0.60462553
Kurtosis	41.798468
Mean	3.4791235
Median Absolute Deviation (MAD)	1
Skewness	4.682147
Sum	11749
Variance	4.4249935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	1379	40.8%
2	779	23.1%
4	643	19.0%
5	213	6.3%
1	106	3.1%
6	79	2.3%
9	43	1.3%
8	31	0.9%
7	29	0.9%
12	27	0.8%
Other values (11)	48	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	106	3.1%
2	779	23.1%
3	1379	40.8%
4	643	19.0%
5	213	6.3%
6	79	2.3%
7	29	0.9%
8	31	0.9%
9	43	1.3%
10	21	0.6%

Value	Count	Frequency (%)
36	1	< 0.1%
34	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	2	0.1%
18	2	0.1%
16	12	0.4%
14	1	< 0.1%
13	4	0.1%
12	27	0.8%

bathroom
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5356826

Minimum	1
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	36
Range	35
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1436801
Coefficient of variation (CV)	0.6062988
Kurtosis	39.468022
Mean	3.5356826
Median Absolute Deviation (MAD)	1
Skewness	4.4458021
Sum	11940
Variance	4.5953644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	1017	30.1%
2	870	25.8%
4	779	23.1%
5	286	8.5%
1	136	4.0%
6	117	3.5%
9	42	1.2%
7	41	1.2%
8	25	0.7%
12	22	0.7%
Other values (11)	42	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	136	4.0%
2	870	25.8%
3	1017	30.1%
4	779	23.1%
5	286	8.5%
6	117	3.5%
7	41	1.2%
8	25	0.7%
9	42	1.2%
10	11	0.3%

Value	Count	Frequency (%)
36	1	< 0.1%
34	1	< 0.1%
21	1	< 0.1%
20	3	0.1%
18	4	0.1%
17	3	0.1%
16	8	0.2%
14	2	0.1%
13	4	0.1%
12	22	0.7%

balcony
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.3 KiB

3+	1086
3	1008
2	796
1	308
0	179

Length

Max length	2
Median length	1
Mean length	1.3215872
Min length	1

Characters and Unicode

Total characters	4463
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	3
4th row	3+
5th row	2

Common Values

Value	Count	Frequency (%)
3+	1086	32.2%
3	1008	29.8%
2	796	23.6%
1	308	9.1%
0	179	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2094	62.0%
2	796	23.6%
1	308	9.1%
0	179	5.3%

Most occurring characters

Value	Count	Frequency (%)
3	2094	46.9%
+	1086	24.3%
2	796	17.8%
1	308	6.9%
0	179	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	75.7%
Math Symbol	1086	24.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	2094	62.0%
2	796	23.6%
1	308	9.1%
0	179	5.3%

Math Symbol

Value	Count	Frequency (%)
+	1086	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	2094	46.9%
+	1086	24.3%
2	796	17.8%
1	308	6.9%
0	179	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	2094	46.9%
+	1086	24.3%
2	796	17.8%
1	308	6.9%
0	179	4.0%

floorNum
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	1.3%
Missing	21
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	6.7646007

Minimum	0
Maximum	51
Zeros	114
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	18
Maximum	51
Range	51
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0632541
Coefficient of variation (CV)	0.89632107
Kurtosis	4.773865
Mean	6.7646007
Median Absolute Deviation (MAD)	3
Skewness	1.7519357
Sum	22702
Variance	36.763051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2	480	14.2%
3	465	13.8%
1	319	9.4%
4	288	8.5%
8	179	5.3%
10	165	4.9%
6	163	4.8%
7	160	4.7%
5	149	4.4%
9	146	4.3%
Other values (33)	842	24.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	3.4%
1	319	9.4%
2	480	14.2%
3	465	13.8%
4	288	8.5%
5	149	4.4%
6	163	4.8%
7	160	4.7%
8	179	5.3%
9	146	4.3%

Value	Count	Frequency (%)
51	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
43	2	0.1%
40	1	< 0.1%
39	2	0.1%
38	1	< 0.1%
35	2	0.1%
34	2	0.1%
33	4	0.1%

facing
Categorical

MISSING

Distinct	8
Distinct (%)	0.3%
Missing	918
Missing (%)	27.2%
Memory size	210.7 KiB

North-East	583
East	576
North	360
West	234
South	220
Other values (3)	486

Length

Max length	10
Median length	5
Mean length	6.8442456
Min length	4

Characters and Unicode

Total characters	16830
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	West
2nd row	East
3rd row	North
4th row	North-East
5th row	North

Common Values

Value	Count	Frequency (%)
North-East	583	17.3%
East	576	17.1%
North	360	10.7%
West	234	6.9%
South	220	6.5%
North-West	178	5.3%
South-East	166	4.9%
South-West	142	4.2%
(Missing)	918	27.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
north-east	583	23.7%
east	576	23.4%
north	360	14.6%
west	234	9.5%
south	220	8.9%
north-west	178	7.2%
south-east	166	6.8%
south-west	142	5.8%

Most occurring characters

Value	Count	Frequency (%)
t	3528	21.0%
s	1879	11.2%
o	1649	9.8%
h	1649	9.8%
E	1325	7.9%
a	1325	7.9%
N	1121	6.7%
r	1121	6.7%
-	1069	6.4%
W	554	3.3%
Other values (3)	1610	9.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12233	72.7%
Uppercase Letter	3528	21.0%
Dash Punctuation	1069	6.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3528	28.8%
s	1879	15.4%
o	1649	13.5%
h	1649	13.5%
a	1325	10.8%
r	1121	9.2%
e	554	4.5%
u	528	4.3%

Uppercase Letter

Value	Count	Frequency (%)
E	1325	37.6%
N	1121	31.8%
W	554	15.7%
S	528	15.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1069	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15761	93.6%
Common	1069	6.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3528	22.4%
s	1879	11.9%
o	1649	10.5%
h	1649	10.5%
E	1325	8.4%
a	1325	8.4%
N	1121	7.1%
r	1121	7.1%
W	554	3.5%
e	554	3.5%
Other values (2)	1056	6.7%

Common

Value	Count	Frequency (%)
-	1069	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16830	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3528	21.0%
s	1879	11.2%
o	1649	9.8%
h	1649	9.8%
E	1325	7.9%
a	1325	7.9%
N	1121	6.7%
r	1121	6.7%
-	1069	6.4%
W	554	3.3%
Other values (3)	1610	9.6%

agePossession
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	232.0 KiB

Relatively New	1543
New Property	514
Moderately Old	507
Undefined	305
Old Property	288

Length

Max length	18
Median length	14
Mean length	13.334024
Min length	9

Characters and Unicode

Total characters	45029
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Relatively New
2nd row	Relatively New
3rd row	Relatively New
4th row	Relatively New
5th row	Relatively New

Common Values

Value	Count	Frequency (%)
Relatively New	1543	45.7%
New Property	514	15.2%
Moderately Old	507	15.0%
Undefined	305	9.0%
Old Property	288	8.5%
Under Construction	220	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	2057	31.9%
relatively	1543	23.9%
property	802	12.4%
old	795	12.3%
moderately	507	7.9%
undefined	305	4.7%
under	220	3.4%
construction	220	3.4%

Most occurring characters

Value	Count	Frequency (%)
e	7789	17.3%
l	4388	9.7%
t	3292	7.3%
	3072	6.8%
y	2852	6.3%
r	2551	5.7%
d	2132	4.7%
i	2068	4.6%
N	2057	4.6%
w	2057	4.6%
Other values (15)	12771	28.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	35508	78.9%
Uppercase Letter	6449	14.3%
Space Separator	3072	6.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	7789	21.9%
l	4388	12.4%
t	3292	9.3%
y	2852	8.0%
r	2551	7.2%
d	2132	6.0%
i	2068	5.8%
w	2057	5.8%
a	2050	5.8%
o	1749	4.9%
Other values (7)	4580	12.9%

Uppercase Letter

Value	Count	Frequency (%)
N	2057	31.9%
R	1543	23.9%
P	802	12.4%
O	795	12.3%
U	525	8.1%
M	507	7.9%
C	220	3.4%

Space Separator

Value	Count	Frequency (%)
	3072	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41957	93.2%
Common	3072	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	7789	18.6%
l	4388	10.5%
t	3292	7.8%
y	2852	6.8%
r	2551	6.1%
d	2132	5.1%
i	2068	4.9%
N	2057	4.9%
w	2057	4.9%
a	2050	4.9%
Other values (14)	10721	25.6%

Common

Value	Count	Frequency (%)
	3072	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45029	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	7789	17.3%
l	4388	9.7%
t	3292	7.3%
	3072	6.8%
y	2852	6.3%
r	2551	5.7%
d	2132	4.7%
i	2068	4.6%
N	2057	4.6%
w	2057	4.6%
Other values (15)	12771	28.4%

property_id
Text

MISSING

Distinct	2455
Distinct (%)	99.8%
Missing	918
Missing (%)	27.2%
Memory size	194.3 KiB

Length

Max length	9
Median length	9
Mean length	8.99878
Min length	8

Characters and Unicode

Total characters	22128
Distinct characters	36
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2451 ?
Unique (%)	99.7%

Sample

1st row	V69525180
2nd row	K69325724
3rd row	K70087544
4th row	H66415758
5th row	V69824946

Value	Count	Frequency (%)
g66828720	2	0.1%
k69091354	2	0.1%
m62958574	2	0.1%
c69153300	2	0.1%
t69179276	1	< 0.1%
x69844094	1	< 0.1%
t68022426	1	< 0.1%
k70087544	1	< 0.1%
h66415758	1	< 0.1%
v69824946	1	< 0.1%
Other values (2445)	2445	99.4%

Most occurring characters

Value	Count	Frequency (%)
6	3725	16.8%
9	2459	11.1%
8	2162	9.8%
0	2067	9.3%
4	1836	8.3%
2	1791	8.1%
7	1612	7.3%
5	1376	6.2%
1	1351	6.1%
3	1290	5.8%
Other values (26)	2459	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19669	88.9%
Uppercase Letter	2459	11.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
K	108	4.4%
G	108	4.4%
U	107	4.4%
L	107	4.4%
J	105	4.3%
I	105	4.3%
O	103	4.2%
Y	99	4.0%
B	99	4.0%
P	98	4.0%
Other values (16)	1420	57.7%

Decimal Number

Value	Count	Frequency (%)
6	3725	18.9%
9	2459	12.5%
8	2162	11.0%
0	2067	10.5%
4	1836	9.3%
2	1791	9.1%
7	1612	8.2%
5	1376	7.0%
1	1351	6.9%
3	1290	6.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	19669	88.9%
Latin	2459	11.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
K	108	4.4%
G	108	4.4%
U	107	4.4%
L	107	4.4%
J	105	4.3%
I	105	4.3%
O	103	4.2%
Y	99	4.0%
B	99	4.0%
P	98	4.0%
Other values (16)	1420	57.7%

Common

Value	Count	Frequency (%)
6	3725	18.9%
9	2459	12.5%
8	2162	11.0%
0	2067	10.5%
4	1836	9.3%
2	1791	9.1%
7	1612	8.2%
5	1376	7.0%
1	1351	6.9%
3	1290	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22128	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	3725	16.8%
9	2459	11.1%
8	2162	9.8%
0	2067	9.3%
4	1836	8.3%
2	1791	8.1%
7	1612	7.3%
5	1376	6.2%
1	1351	6.1%
3	1290	5.8%
Other values (26)	2459	11.1%

sector
Text

Distinct	108
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	218.4 KiB

Length

Max length	27
Median length	9
Mean length	9.2312704
Min length	5

Characters and Unicode

Total characters	31174
Distinct characters	31
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	sector 83
2nd row	sector 50
3rd row	sector 85
4th row	sector 109
5th row	sector 84

Value	Count	Frequency (%)
sector	3345	49.2%
85	108	1.6%
102	108	1.6%
70	104	1.5%
92	98	1.4%
69	93	1.4%
90	88	1.3%
65	87	1.3%
81	87	1.3%
109	86	1.3%
Other values (105)	2595	38.2%

Most occurring characters

Value	Count	Frequency (%)
	3422	11.0%
c	3418	11.0%
s	3402	10.9%
o	3380	10.8%
r	3364	10.8%
e	3362	10.8%
t	3359	10.8%
1	1143	3.7%
0	825	2.6%
9	767	2.5%
Other values (21)	4732	15.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20658	66.3%
Decimal Number	7094	22.8%
Space Separator	3422	11.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	3418	16.5%
s	3402	16.5%
o	3380	16.4%
r	3364	16.3%
e	3362	16.3%
t	3359	16.3%
a	139	0.7%
h	47	0.2%
l	31	0.2%
k	28	0.1%
Other values (10)	128	0.6%

Decimal Number

Value	Count	Frequency (%)
1	1143	16.1%
0	825	11.6%
9	767	10.8%
8	754	10.6%
6	747	10.5%
7	682	9.6%
5	603	8.5%
2	601	8.5%
3	532	7.5%
4	440	6.2%

Space Separator

Value	Count	Frequency (%)
	3422	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20658	66.3%
Common	10516	33.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	3418	16.5%
s	3402	16.5%
o	3380	16.4%
r	3364	16.3%
e	3362	16.3%
t	3359	16.3%
a	139	0.7%
h	47	0.2%
l	31	0.2%
k	28	0.1%
Other values (10)	128	0.6%

Common

Value	Count	Frequency (%)
	3422	32.5%
1	1143	10.9%
0	825	7.8%
9	767	7.3%
8	754	7.2%
6	747	7.1%
7	682	6.5%
5	603	5.7%
2	601	5.7%
3	532	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31174	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	3422	11.0%
c	3418	11.0%
s	3402	10.9%
o	3380	10.8%
r	3364	10.8%
e	3362	10.8%
t	3359	10.8%
1	1143	3.7%
0	825	2.6%
9	767	2.5%
Other values (21)	4732	15.2%

super_built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	542
Distinct (%)	31.8%
Missing	1673
Missing (%)	49.5%
Infinite	0
Infinite (%)	0.0%
Mean	1941.2231

Minimum	89
Maximum	6926
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	89
5-th percentile	916.5
Q1	1534
median	1867.5
Q3	2250
95-th percentile	3156
Maximum	6926
Range	6837
Interquartile range (IQR)	716

Descriptive statistics

Standard deviation	708.13135
Coefficient of variation (CV)	0.36478617
Kurtosis	3.9276263
Mean	1941.2231
Median Absolute Deviation (MAD)	349.5
Skewness	1.1981879
Sum	3307844.2
Variance	501450.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	37	1.1%
1650	36	1.1%
1578	25	0.7%
2000	24	0.7%
2150	21	0.6%
1640	20	0.6%
1900	19	0.6%
2408	19	0.6%
1930	18	0.5%
2812	17	0.5%
Other values (532)	1468	43.5%
(Missing)	1673	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89	1	< 0.1%
161	1	< 0.1%
216	1	< 0.1%
325	1	< 0.1%
340	1	< 0.1%
352	1	< 0.1%
380	1	< 0.1%
406	1	< 0.1%
417	1	< 0.1%
431	1	< 0.1%

Value	Count	Frequency (%)
6926	1	< 0.1%
5514	1	< 0.1%
5200	1	< 0.1%
4890	1	< 0.1%
4857	1	< 0.1%
4848	2	0.1%
4739	3	0.1%
4690	1	< 0.1%
4650	1	< 0.1%
4632	1	< 0.1%

built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	629
Distinct (%)	37.8%
Missing	1712
Missing (%)	50.7%
Infinite	0
Infinite (%)	0.0%
Mean	1949.0776

Minimum	2
Maximum	26000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	2
5-th percentile	225
Q1	1080
median	1635
Q3	2398
95-th percentile	4696
Maximum	26000
Range	25998
Interquartile range (IQR)	1318

Descriptive statistics

Standard deviation	1587.399
Coefficient of variation (CV)	0.81443603
Kurtosis	36.330834
Mean	1949.0776
Median Absolute Deviation (MAD)	654
Skewness	3.750232
Sum	3245214.2
Variance	2519835.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1800	41	1.2%
3240	38	1.1%
900	34	1.0%
2700	33	1.0%
1900	33	1.0%
1350	31	0.9%
1600	25	0.7%
1300	23	0.7%
2000	22	0.7%
1700	20	0.6%
Other values (619)	1365	40.4%
(Missing)	1712	50.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
14	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
45	1	< 0.1%
50	4	0.1%
53	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%

Value	Count	Frequency (%)
26000	1	< 0.1%
13500	1	< 0.1%
11286	1	< 0.1%
9500	1	< 0.1%
9000	7	0.2%
8775	1	< 0.1%
8286	1	< 0.1%
8260	1	< 0.1%
8067.8	1	< 0.1%
8000	1	< 0.1%

carpet_area
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	662
Distinct (%)	40.2%
Missing	1732
Missing (%)	51.3%
Infinite	0
Infinite (%)	0.0%
Mean	2692.0976

Minimum	15
Maximum	607936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	15
5-th percentile	348.4
Q1	913
median	1330
Q3	1800
95-th percentile	3000
Maximum	607936
Range	607921
Interquartile range (IQR)	887

Descriptive statistics

Standard deviation	24288.542
Coefficient of variation (CV)	9.0221626
Kurtosis	533.4792
Mean	2692.0976
Median Absolute Deviation (MAD)	436
Skewness	22.885774
Sum	4428500.5
Variance	5.8993327 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	41	1.2%
1800	32	0.9%
1600	31	0.9%
1200	31	0.9%
1500	28	0.8%
1350	26	0.8%
1650	26	0.8%
1450	21	0.6%
2000	20	0.6%
1000	19	0.6%
Other values (652)	1370	40.6%
(Missing)	1732	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	< 0.1%
33	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
72	1	< 0.1%
77.31	1	< 0.1%
84.01	1	< 0.1%
85	1	< 0.1%

Value	Count	Frequency (%)
607936	1	< 0.1%
569243	1	< 0.1%
514396	1	< 0.1%
64529	1	< 0.1%
64412	1	< 0.1%
58141	1	< 0.1%
54917	1	< 0.1%
45966	1	< 0.1%
34401	1	< 0.1%
18122	1	< 0.1%

study room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	2711
1	666

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

Most occurring characters

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2711	80.3%
1	666	19.7%

servant room
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	2113
1	1264

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

Most occurring characters

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2113	62.6%
1	1264	37.4%

store room
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	3041
1	336

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

Most occurring characters

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3041	90.1%
1	336	9.9%

pooja room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	2741
1	636

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

Most occurring characters

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2741	81.2%
1	636	18.8%

others
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	2985
1	392

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

Most occurring characters

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2985	88.4%
1	392	11.6%

furnishing_type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	191.3 KiB

0	2220
2	970
1	187

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3377
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

Most occurring characters

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3377	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	3377	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3377	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2220	65.7%
2	970	28.7%
1	187	5.5%

luxury_score
Real number (ℝ)

ZEROS

Distinct	161
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.047379

Minimum	0
Maximum	174
Zeros	457
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	52.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29
median	58
Q3	110
95-th percentile	174
Maximum	174
Range	174
Interquartile range (IQR)	81

Descriptive statistics

Standard deviation	53.713443
Coefficient of variation (CV)	0.75602287
Kurtosis	-0.91098632
Mean	71.047379
Median Absolute Deviation (MAD)	39
Skewness	0.45482686
Sum	239927
Variance	2885.134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	457	13.5%
49	329	9.7%
174	184	5.4%
165	52	1.5%
44	50	1.5%
60	47	1.4%
38	46	1.4%
72	44	1.3%
45	40	1.2%
15	40	1.2%
Other values (151)	2088	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	457	13.5%
5	6	0.2%
6	6	0.2%
7	38	1.1%
8	32	0.9%
9	9	0.3%
12	7	0.2%
13	10	0.3%
14	12	0.4%
15	40	1.2%

Value	Count	Frequency (%)
174	184	5.4%
169	1	< 0.1%
168	7	0.2%
167	19	0.6%
166	10	0.3%
165	52	1.5%
161	2	0.1%
160	26	0.8%
159	21	0.6%
158	32	0.9%

Auto

Heatmap
Table

	agePossession	area	balcony	bathroom	bedRoom	built_up_area	carpet_area	facing	floorNum	furnishing_type	luxury_score	others	pooja room	price	price_per_sqft	property_type	servant room	store room	study room	super_built_up_area
agePossession	1.000	0.000	0.279	0.083	0.130	0.054	0.000	0.095	0.147	0.214	0.266	0.118	0.200	0.102	0.062	0.431	0.301	0.151	0.151	0.107
area	0.000	1.000	0.019	0.661	0.581	0.828	0.773	0.000	0.118	0.000	0.272	0.046	0.018	0.725	0.152	0.028	0.006	0.000	0.021	0.944
balcony	0.279	0.019	1.000	0.166	0.113	0.128	0.038	0.017	0.083	0.188	0.228	0.079	0.200	0.134	0.037	0.220	0.439	0.145	0.179	0.334
bathroom	0.083	0.661	0.166	1.000	0.848	0.445	0.551	0.036	-0.014	0.160	0.180	0.063	0.260	0.703	0.388	0.424	0.299	0.170	0.149	0.812
bedRoom	0.130	0.581	0.113	0.848	1.000	0.341	0.518	0.038	-0.132	0.137	0.036	0.064	0.268	0.652	0.396	0.605	0.124	0.195	0.158	0.796
built_up_area	0.054	0.828	0.128	0.445	0.341	1.000	0.968	0.025	0.114	0.113	0.308	0.089	0.290	0.594	0.093	0.303	0.327	0.252	0.231	0.922
carpet_area	0.000	0.773	0.038	0.551	0.518	0.968	1.000	0.000	0.162	0.000	0.229	0.011	0.000	0.562	0.052	0.000	0.000	0.000	0.000	0.883
facing	0.095	0.000	0.017	0.036	0.038	0.025	0.000	1.000	0.000	0.050	0.067	0.000	0.013	0.023	0.000	0.104	0.000	0.039	0.000	0.019
floorNum	0.147	0.118	0.083	-0.014	-0.132	0.114	0.162	0.000	1.000	0.000	0.248	0.041	0.108	-0.019	-0.164	0.531	0.075	0.120	0.086	0.140
furnishing_type	0.214	0.000	0.188	0.160	0.137	0.113	0.000	0.050	0.000	1.000	0.252	0.051	0.226	0.179	0.016	0.071	0.270	0.156	0.143	0.111
luxury_score	0.266	0.272	0.228	0.180	0.036	0.308	0.229	0.067	0.248	0.252	1.000	0.187	0.182	0.219	0.032	0.369	0.362	0.236	0.190	0.200
others	0.118	0.046	0.079	0.063	0.064	0.089	0.011	0.000	0.041	0.051	0.187	1.000	0.015	0.041	0.031	0.011	0.026	0.115	0.022	0.065
pooja room	0.200	0.018	0.200	0.260	0.268	0.290	0.000	0.013	0.108	0.226	0.182	0.015	1.000	0.333	0.033	0.246	0.252	0.309	0.325	0.145
price	0.102	0.725	0.134	0.703	0.652	0.594	0.562	0.023	-0.019	0.179	0.219	0.041	0.333	1.000	0.719	0.525	0.348	0.304	0.247	0.760
price_per_sqft	0.062	0.152	0.037	0.388	0.396	0.093	0.052	0.000	-0.164	0.016	0.032	0.031	0.033	0.719	1.000	0.203	0.046	0.000	0.032	0.255
property_type	0.431	0.028	0.220	0.424	0.605	0.303	0.000	0.104	0.531	0.071	0.369	0.011	0.246	0.525	0.203	1.000	0.028	0.231	0.110	1.000
servant room	0.301	0.006	0.439	0.299	0.124	0.327	0.000	0.000	0.075	0.270	0.362	0.026	0.252	0.348	0.046	0.028	1.000	0.154	0.187	0.579
store room	0.151	0.000	0.145	0.170	0.195	0.252	0.000	0.039	0.120	0.156	0.236	0.115	0.309	0.304	0.000	0.231	0.154	1.000	0.226	0.044
study room	0.151	0.021	0.179	0.149	0.158	0.231	0.000	0.000	0.086	0.143	0.190	0.022	0.325	0.247	0.032	0.110	0.187	0.226	1.000	0.107
super_built_up_area	0.107	0.944	0.334	0.812	0.796	0.922	0.883	0.019	0.140	0.111	0.200	0.065	0.145	0.760	0.255	1.000	0.579	0.044	0.107	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	society	property_type	price	price_per_sqft	areaWithType	area	bedRoom	bathroom	balcony	floorNum	facing	agePossession	property_id	sector	super_built_up_area	built_up_area	carpet_area	study room	servant room	store room	pooja room	others	furnishing_type	luxury_score
0	emaar palm gardens	flat	1.75	9210.0	Super Built up area 1900(176.52 sq.m.)Built Up area: 1600 sq.ft. (148.64 sq.m.)Carpet area: 1240 sq.ft. (115.2 sq.m.)	1900.0	3	3	3	6.0	West	Relatively New	V69525180	sector 83	1900.0	1600.0	1240.0	0	1	0	0	0	2	150
1	eros wembley estate	flat	1.40	10174.0	Super Built up area 1376(127.83 sq.m.)	1376.0	3	3	2	9.0	East	Relatively New	K69325724	sector 50	1376.0	NaN	NaN	0	0	1	0	0	2	117
2	ss the leaf	flat	2.13	7574.0	Super Built up area 2812(261.24 sq.m.)Built Up area: 2600 sq.ft. (241.55 sq.m.)Carpet area: 2400 sq.ft. (222.97 sq.m.)	2812.0	4	4	3	6.0	North	Relatively New	K70087544	sector 85	2812.0	2600.0	2400.0	0	0	0	0	0	0	49
3	international city by sobha phase 2	house	6.25	10035.0	Plot area 692(578.6 sq.m.)	6228.0	5	7	3+	3.0	North-East	Relatively New	NaN	sector 109	NaN	6228.0	NaN	1	1	1	1	0	0	147
4	ss the coralwood	flat	1.10	4857.0	Super Built up area 1750(162.58 sq.m.)	2265.0	3	3	2	9.0	North	Relatively New	H66415758	sector 84	1750.0	NaN	NaN	0	0	0	0	0	0	75
5	independent	house	2.00	11111.0	Plot area 200(167.23 sq.m.)	1800.0	2	2	1	2.0	NaN	Relatively New	NaN	shivpuri	NaN	1800.0	NaN	0	0	0	0	0	0	0
6	shapoorji pallonji joyville gurugram	flat	1.99	20664.0	Super Built up area 1349(125.33 sq.m.)Carpet area: 963 sq.ft. (89.47 sq.m.)	963.0	2	2	2	14.0	South	New Property	V69824946	sector 102	1349.0	NaN	963.0	0	0	0	0	0	0	152
7	independent	house	0.50	8333.0	Plot area 600(55.74 sq.m.)	600.0	3	3	2	2.0	East	Moderately Old	NaN	sector 6	NaN	600.0	NaN	0	0	0	1	0	0	0
8	tarc maceo	flat	0.89	6339.0	Super Built up area 1404(130.44 sq.m.)Carpet area: 1200 sq.ft. (111.48 sq.m.)	1404.0	2	2	3+	9.0	East	Relatively New	G68726244	sector 91	1404.0	NaN	1200.0	0	0	0	0	1	2	13
9	paras dews	flat	0.87	9255.0	Super Built up area 1385(128.67 sq.m.)Built Up area: 1120 sq.ft. (104.05 sq.m.)Carpet area: 940 sq.ft. (87.33 sq.m.)	940.0	2	2	3+	1.0	North-East	New Property	X69767456	sector 106	1385.0	1120.0	940.0	0	0	0	0	0	0	174

	society	property_type	price	price_per_sqft	areaWithType	area	bedRoom	bathroom	balcony	floorNum	facing	agePossession	property_id	sector	super_built_up_area	built_up_area	carpet_area	study room	servant room	pooja room	others	furnishing_type	luxury_score
3470	sare homes	flat	1.12	5358.0	Carpet area: 2090 (194.17 sq.m.)	2090.0	4	4	2	12.0	North-West	Relatively New	S69810470	sector 92	NaN	NaN	2090.0	0	1	0	0	0	85
3471	independent	house	7.00	10000.0	Plot area 350(32.52 sq.m.)Built Up area: 7000 sq.ft. (650.32 sq.m.)	7000.0	10	11	3+	4.0	South-East	Relatively New	NaN	sector 39	NaN	7000.0	NaN	0	0	1	0	2	38
3472	independent	house	5.50	28424.0	Plot area 215(179.77 sq.m.)	1935.0	1	1	0	1.0	South-West	Old Property	NaN	sector 43	NaN	1935.0	NaN	0	0	0	1	0	12
3473	row house	house	0.43	9135.0	Plot area 52(43.48 sq.m.)Built Up area: 1050 sq.yards (877.93 sq.m.)	471.0	3	3	3	2.0	NaN	Relatively New	NaN	sector 105	NaN	1050.0	NaN	0	0	0	0	0	0
3474	unitech uniworld resorts	house	11.00	26667.0	Plot area 500(418.06 sq.m.)	4125.0	5	6	3	3.0	NaN	New Property	NaN	sector 33	NaN	500.0	NaN	1	1	0	0	0	58
3475	adani m2k oyster grande	flat	4.55	10000.0	Super Built up area 4650(432 sq.m.)Built Up area: 4630 sq.ft. (430.14 sq.m.)Carpet area: 4550 sq.ft. (422.71 sq.m.)	4550.0	4	4	3+	11.0	North-East	Relatively New	V70001746	sector 102	4650.0	4630.0	4550.0	0	0	0	0	2	60
3476	signature global solera	flat	0.25	7862.0	Built Up area: 318 (29.54 sq.m.)	318.0	1	1	0	0.0	NaN	Undefined	V69417148	sector 107	NaN	318.0	NaN	0	0	0	0	0	55
3477	housing board colony	house	5.50	30556.0	Plot area 200(167.23 sq.m.)	1800.0	4	3	3	2.0	North	Old Property	NaN	sector 28	NaN	1800.0	NaN	0	0	1	1	2	22
3478	bestech park view grand spa	flat	4.70	6786.0	Super Built up area 6926(643.45 sq.m.)	6926.0	4	4	3+	19.0	North	Relatively New	R61758448	sector 81	6926.0	NaN	NaN	0	1	0	0	2	140
3479	la vida by tata housing	flat	1.32	10344.0	Super Built up area 1276(118.54 sq.m.)Built Up area: 1199 sq.ft. (111.39 sq.m.)Carpet area: 1099 sq.ft. (102.1 sq.m.)	1276.0	2	2	2	3.0	North-East	Relatively New	I69730598	sector 113	1276.0	1199.0	1099.0	0	0	0	0	0	49

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)